Yuxuan Zhu

Half the BIRD training examples in a 2,500-row audit carried the wrong reference query

Thinking Machines and four academics trained one model past the usual agent pipelines on text-to-SQL, but the part worth copying is the audit they ran first, which put annotation errors in 61.1% of the benchmark examples they checked.